Deep Reinforcement Learning-based Capacity Scheduling for PV-Battery Storage System

IEEE Transactions on Smart Grid(2021)

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摘要
Investor-owned photovoltaic-battery storage systems (PV-BSS) can gain revenue by providing stacked services, including PV charging and frequency regulation, and by performing energy arbitrage. Capacity scheduling (CS) is a crucial component of PV-BSS energy management, aiming to ensure the secure and economic operation of the PV-BSS. This article proposes a Proximal Policy Optimization (PPO)-based...
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关键词
Batteries,Safety,Power grids,Frequency control,Aerospace electronics,Regulation,Energy management
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